Snowball Search and global quantification of the references

Setup

Code

#|

library(bibtex)
library(openalexR)

Thank you for using openalexR!
To acknowledge our work, please cite the package by calling
`citation("openalexR")`.

Code

library(writexl)
library(tibble)
library(dplyr)

Attaching package: 'dplyr'

The following objects are masked from 'package:stats':

    filter, lag

The following objects are masked from 'package:base':

    intersect, setdiff, setequal, union

Code

# library(ggplot2)
# library(knitr)

kp <- bibtex::read.bib("./key-paper.bib")
dois <- sapply(
    kp,
    function(x) {
        x$doi
    }
)

Searches

OpenAlex

Setup OpelAnex usage and do snowball serarch

Code

#|
library(IPBES.R)
library(ggraph)

Loading required package: ggplot2

Code

library(tidygraph)

Attaching package: 'tidygraph'

The following object is masked from 'package:stats':

    filter

Code

key_works <- oa_fetch(
    entity = "works",
    doi = dois,
    verbose = FALSE
)

ids <- openalexR:::shorten_oaid(key_works$id)

citing_kp <- lapply(
    ids,
    function(id) {
        oa_fetch(
            entity = "works",
            output = "tibble",
            cites = id,
            verbose = FALSE
        )
    }
)

Warning in oa_fetch(entity = "works", output = "tibble", cites = id, verbose =
FALSE): No collection found!

Code

names(citing_kp) <- ids

cited_by_kp <- lapply(
    ids,
    function(id) {
        oa_fetch(
            entity = "works",
            output = "tibble",
            cited_by = id,
            verbose = FALSE
        )
    }
)
names(cited_by_kp) <- ids

if (file.exists("snowball.rds")) {
    snowball <- readRDS("snowball.rds")
} else {
    snowball <- oa_snowball(
        identifier = ids,
        verbose = FALSE
    )
    saveRDS(snowball, "snowball.rds")
}

flat_snow <- snowball2df(snowball) |>
    tibble::as_tibble()

Save snowball as Excel file (snowball_excel.xlsx)

Code

IPBES.R::to_xlsx(snowball, file.path(".", "data", "snowball_.xlsx"))

Graph of links between references

Code

#|

snowball$nodes$cited_by_count_by_year <- snowball$nodes$cited_by_count / (2024 - snowball$nodes$publication_year)

tmp <- IPBES.R::plot_snowball(snowball, name = "snowball", path = "figures")

Cited by count

Supplemented by edges between all papers

Code

new_edges <- tibble(
    from = character(0),
    to = character(0)
)

works <- snowball$nodes$id

for (i in 1:nrow(snowball$nodes)) {
    from <- works[[i]]
 to <- gsub("https://openalex.org/", "", snowball$nodes$referenced_works[[i]])
    to_in_works <- to[to %in% works]
    if (length(to_in_works) > 0) {
        new_edges <- add_row(
            new_edges,
            tibble(
                from = from,
                to = to_in_works
            )
        )
    }
}

snowball_supplemented <- snowball
snowball_supplemented$edges <- add_row(snowball_supplemented$edges, new_edges) |>
    distinct()

IPBES.R::plot_snowball(snowball_supplemented, name = "snowball_supplemented", path = "figures")

IPBES.R::to_xlsx(snowball_supplemented, file.path(".", "data", "snowball_supplemented.xlsx"))

Supplemented Cited by count

Identification of references with more than one edge

This is the number of connections (connection_count)of the paper (id)

Code

#|

mult_edge <- flat_snow |>
    select(id, connection_count) |>
    filter(connection_count > 1) |>
    arrange(desc(connection_count))

links <- flat_snow |>
    filter(id %in% mult_edge$id)

links |>
    select(id, display_name, publication_year, doi, connection_count) |>
    arrange(desc(connection_count)) |>
    knitr::kable()

id	display_name	publication_year	doi	connection_count
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W3165666348	Transformation as praxis: responding to climate change uncertainties in marginal environments in South Asia	2021	https://doi.org/10.1016/j.cosust.2021.04.002	2
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W3169157822	The governance of sociotechnical transformations to sustainability	2021	https://doi.org/10.1016/j.cosust.2021.04.010	2
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W3186104796	Transforming matters: sustaining gold lifeways in artisanal and small-scale mining	2021	https://doi.org/10.1016/j.cosust.2021.06.010	2
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W3195225450	Getting to the heart of transformation	2021	https://doi.org/10.1007/s11625-021-01016-8	2
W3195260545	Transformational spaces: educators discuss map the system and supporting Canada’s emerging generation of systems thinkers	2021	https://doi.org/10.1108/sej-10-2020-0088	2
W3198037878	The meaning of leadership in polycentric climate action	2021	https://doi.org/10.1080/09644016.2021.1970087	2
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W3208011952	Greening Cities	2018	https://doi.org/10.1017/9781316647554.051	2
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W3208095140	Overcoming Inertia and Reinventing “Retreat”	2018	https://doi.org/10.1017/9781316647554.033	2
W3208203214	Harness Urban Complexity for Health and Well-Being	2018	https://doi.org/10.1017/9781316647554.007	2
W3208204058	The Art of Engagement / Activating Curiosity	2018	https://doi.org/10.1017/9781316647554.042	2
W3208218443	Every Community Needs a Forest of Imagination	2018	https://doi.org/10.1017/9781316647554.022	2
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W3208356281	Digital Urbanization and the End of Big Cities	2018	https://doi.org/10.1017/9781316647554.041	2
W3208373214	Sketches of an Emotional Geography Towards a New Citizenship	2018	https://doi.org/10.1017/9781316647554.049	2
W3208532918	How Can We Shift from an Image-Based Society to a Life-Based Society?	2018	https://doi.org/10.1017/9781316647554.023	2
W3208767091	To Transform Cities, Support Civil Society	2018	https://doi.org/10.1017/9781316647554.016	2
W3208840663	Achieving Sustainable Cities by Focusing on the Urban Underserved	2018	https://doi.org/10.1017/9781316647554.038	2
W3208850642	Collaborative and Equitable Urban Citizen Science	2018	https://doi.org/10.1017/9781316647554.014	2
W3208876657	Indicators for Measuring Urban Sustainability and Resilience	2018	https://doi.org/10.1017/9781316647554.010	2
W3208980584	Macroeconomy and Urban Productivity	2018	https://doi.org/10.1017/9781316647554.008	2
W3209099959	Persuading Policy-Makers to Implement Sustainable City Plans	2018	https://doi.org/10.1017/9781316647554.026	2
W3209107499	Beyond Fill-in-the-Blank Cities	2018	https://doi.org/10.1017/9781316647554.025	2
W3209176845	New Integrated Urban Knowledge for the Cities We Want	2018	https://doi.org/10.1017/9781316647554.055	2
W3209248539	The Sea Wall	2018	https://doi.org/10.1017/9781316647554.045	2
W3209348067	Understanding Arab Cities	2018	https://doi.org/10.1017/9781316647554.036	2
W3209424139	Recognition Deficit and the Struggle for Unifying City Fragments	2018	https://doi.org/10.1017/9781316647554.052	2
W3209507730	Sustainability Transformation Emerging from Better Governance	2018	https://doi.org/10.1017/9781316647554.015	2
W3209519557	Disrespecting the Knowledge of Place	2018	https://doi.org/10.1017/9781316647554.053	2
W3209629045	Academics and Nonacademics	2018	https://doi.org/10.1017/9781316647554.046	2
W3209630450	Can Big Data Make a Difference for Urban Management?	2018	https://doi.org/10.1017/9781316647554.013	2
W3209648119	Nairobi’s Illegal City-Makers	2018	https://doi.org/10.1017/9781316647554.043	2
W3209860170	Cities Don’t Need “Big” Data – They Need Innovations That Connect to the Local	2018	https://doi.org/10.1017/9781316647554.040	2
W3209868854	State of Climate Action 2021: Systems Transformations Required to Limit Global Warming to 1.5°C	2021	https://doi.org/10.46830/wrirpt.21.00048	2
W3209900028	From Concrete Structures to Green Diversity	2018	https://doi.org/10.1017/9781316647554.030	2
W3209900536	The Rebellion of Memory	2018	https://doi.org/10.1017/9781316647554.039	2
W3209939328	Risk Governance and Sustainability: A Scientometric Analysis and Literature Review	2021	https://doi.org/10.3390/su132112015	2
W3210041600	Active Environmental Citizens with Receptive Government Officials Can Enact Change	2018	https://doi.org/10.1017/9781316647554.044	2
W3210045867	Sustainability, Karachi, and Other Irreconcilables	2018	https://doi.org/10.1017/9781316647554.019	2
W3210060645	Rethinking Urban Sustainability and Resilience	2018	https://doi.org/10.1017/9781316647554.009	2
W3210151124	Leadership	2018	https://doi.org/10.1017/9781316647554.048	2
W3210171707	A Chimera Called “Smart Cities”	2018	https://doi.org/10.1017/9781316647554.024	2
W3210221790	Private Fears in Public Spaces	2018	https://doi.org/10.1017/9781316647554.047	2
W3210239920	The Shift in Urban Technology Innovation from Top-Down to Bottom-Up Sources	2018	https://doi.org/10.1017/9781316647554.050	2
W3210422835	Banksy and the Biologist	2018	https://doi.org/10.1017/9781316647554.021	2
W3210490262	City Fragmentation and the Commons	2018	https://doi.org/10.1017/9781316647554.028	2
W3210614560	The False Distinctions of Socially Engaged Art and Art	2018	https://doi.org/10.1017/9781316647554.032	2
W3210756867	Building Cities	2018	https://doi.org/10.1017/9781316647554.031	2
W3210800110	Governing Urban Sustainability Transformations	2018	https://doi.org/10.1017/9781316647554.017	2
W3210896637	Broadening Our Vision to Find a New Eco-Spiritual Way of Living	2018	https://doi.org/10.1017/9781316647554.054	2
W3210960422	Understanding, Implementing, and Tracking Urban Metabolism Is Key to Urban Futures	2018	https://doi.org/10.1017/9781316647554.005	2
W3211088822	The UN, the Urban Sustainable Development Goal, and the New Urban Agenda	2018	https://doi.org/10.1017/9781316647554.011	2
W3211096923	What Knowledge Do Cities Themselves Need?	2018	https://doi.org/10.1017/9781316647554.020	2
W3211107216	Who Can Implement the Sustainable Development Goals in Urban Areas?	2018	https://doi.org/10.1017/9781316647554.037	2
W3211291801	To Live or Not to Live	2018	https://doi.org/10.1017/9781316647554.027	2
W3211301114	Live with Risk While Reducing Vulnerability	2018	https://doi.org/10.1017/9781316647554.006	2
W3214602988	Engaging with climate adaptation in transition studies	2021	https://doi.org/10.1016/j.eist.2021.10.024	2
W4200263675	Exploring the social, ethical, legal, and responsibility dimensions of artificial intelligence for health – a new column in Intelligent Medicine	2022	https://doi.org/10.1016/j.imed.2021.12.002	2
W4200483750	Abordagem sistêmica, coalizões e territórios	2021	https://doi.org/10.37370/raizes.2021.v41.737	2
W4200610439	Co-creation research for transformative times: Facilitating foresight capacity in view of global sustainability challenges	2022	https://doi.org/10.1016/j.envsci.2021.11.023	2
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W4206304011	The anticipatory governance of sustainability transformations: Hybrid approaches and dominant perspectives	2022	https://doi.org/10.1016/j.gloenvcha.2021.102452	2
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W4211053276	ESG–Agency Harvesting Database	2020	https://doi.org/10.1017/9781108688277.016	2
W4211065261	Agency and Norms: Who Defines What Ought to Be?	2020	https://doi.org/10.1017/9781108688277.010	2
W4211080504	Governing Transformations	2019	https://doi.org/10.1017/9781108766975.008	2
W4211114055	Localising Transformations	2019	https://doi.org/10.1017/9781108766975.006	2
W4211155907	Transformation Narratives	2019	https://doi.org/10.1017/9781108766975.007	2
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W4211162346	Sustainability Transformations	2019	https://doi.org/10.1017/9781108766975	2
W4211208068	Agency in Earth System Governance	2020	https://doi.org/10.1017/9781108688277	2
W4211239384	Preface	2019	https://doi.org/10.1017/9781108766975.001	2
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W4229441609	Downscaling doughnut economics for sustainability governance	2022	https://doi.org/10.1016/j.cosust.2022.101180	2
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W4245283308	Index	2019	https://doi.org/10.1017/9781108766975.011	2
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W4312201874	A Novel Framework for Inner-Outer Sustainability Assessment	2022	https://doi.org/10.3390/challe13020064	2
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W4313399531	Food system transformation: Urban perspectives	2023	https://doi.org/10.1016/j.cities.2022.104164	2
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W4317814988	From hegemony-reinforcing to hegemony-transcending transformations: horizons of possibility and strategies of escape	2023	https://doi.org/10.1007/s11625-022-01257-1	2
W4319013622	Measuring Transformational Impact of Cooperatives	2023	https://doi.org/10.1007/978-3-031-17403-2_14	2
W4319787226	Greening recovery – Overcoming policy incoherence for sustainability transformations	2023	https://doi.org/10.1002/eet.2049	2
W4320515164	Transitions through the dynamics of adaptive cycles: Evolution of the Finnish agrifood system	2023	https://doi.org/10.1016/j.agsy.2023.103604	2
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W4376115229	Unlocking Lethal Dingo Management in Australia	2023	https://doi.org/10.3390/d15050642	2
W4376566994	Building pathways between transdisciplinarity and transformation: Lessons from practice	2023	https://doi.org/10.14512/gaia.32.1.10	2
W4381432119	Place-based solutions for global social-ecological dilemmas: An analysis of locally grounded, diversified, and cross-scalar initiatives in the Amazon	2023	https://doi.org/10.1016/j.gloenvcha.2023.102718	2
W4381930659	Socio-technical transitions and sustainable agriculture in Latin America and the Caribbean: a systematic review of the literature 2010–2021	2023	https://doi.org/10.3389/fsufs.2023.1145263	2
W4382133137	How to achieve the net-zero target? Lessons learned from past transformations	2023	https://doi.org/10.1371/journal.pstr.0000068	2
W4382623225	Politics beyond agency? Pluralizing structure(s) in sustainability transitions	2023	https://doi.org/10.1016/j.erss.2023.103120	2
W4384130040	The role of disasters in shaping narratives of resilience and transformation in Puerto Rico	2023	https://doi.org/10.1016/j.crsust.2023.100227	2
W4384558028	How Do Unsustainable Practices Remain Dominant? A Practice Theory Reinterpretation of Gramsci	2023	https://doi.org/10.1177/00380385231178643	2
W4384819983	The liberal limits to transformation in the Green Climate Fund	2023	https://doi.org/10.1080/17565529.2023.2235318	2
W4385322577	Dialogic data innovations for sustainability transformations and flood resilience: The case for waterproofing data	2023	https://doi.org/10.1016/j.gloenvcha.2023.102730	2

Identification of Concepts

OpenAlex assigns all works concepts. The concepts are in hirarchical order, ranging from 0 to 3. The higher the number, the more specific the concept. The concepts are assigned to the paper (id)

Level 0

Code

x <- lapply(
    flat_snow[["concepts"]],
    FUN = function(x) {
        x[["display_name"]][x[["level"]] == 0]
    }
) |>
    unlist() |>
    table() |>
    as.data.frame() |> 
    rename(
        l0_concept = Var1,
        count = Freq
    ) |>
    arrange(desc(count))

writexl::write_xlsx(x, file.path(".", "data", "concepts_l0.xlsx"))

knitr::kable(x)

l0_concept	count
Political science	1136
Biology	1110
Sociology	917
Economics	914
Business	822
Computer science	787
Geography	601
Philosophy	523
Engineering	444
Physics	340
Psychology	279
Environmental science	217
Chemistry	202
Mathematics	175
Medicine	117
Art	39
Geology	39
History	30
Materials science	9

Level 1

Code

x <- lapply(
    flat_snow[["concepts"]],
    function(x) {
        x[["display_name"]][x[["level"]] == 1]
    }
) |>
    unlist() |>
    table() |>
    as.data.frame() |> 
    rename(
        l1_concept = Var1,
        count = Freq
    ) |>
    arrange(desc(count))
    
writexl::write_xlsx(x, file.path(".", "data", "concepts_l1.xlsx"))

knitr::kable(x)

l1_concept	count
Ecology	1048
Law	832
Environmental resource management	480
Finance	375
Social science	360
Pedagogy	346
Archaeology	332
Environmental planning	325
Public relations	295
Environmental ethics	241
Economic system	234
Epistemology	227
Artificial intelligence	220
Biochemistry	219
Quantum mechanics	212
Management	199
Knowledge management	195
Management science	160
Linguistics	147
Operating system	146
Process management	145
Economic growth	136
Engineering ethics	134
Environmental economics	130
Neuroscience	109
Social psychology	108
Programming language	103
Political economy	102
Marketing	98
Natural resource economics	97
Public administration	91
Pathology	90
Anthropology	89
Economic geography	84
Thermodynamics	81
Machine learning	77
Computer security	75
Mathematical analysis	75
Industrial organization	72
Paleontology	70
Risk analysis (engineering)	69
Electrical engineering	61
Mechanical engineering	60
Civil engineering	56
Regional science	56
World Wide Web	56
Psychotherapist	52
Cartography	51
Microeconomics	44
Psychiatry	43
Macroeconomics	42
Market economy	41
Pure mathematics	39
Computer network	38
Statistics	38
Algorithm	33
Demography	33
Economy	33
Public economics	33
Optics	32
Oceanography	30
Embedded system	27
Positive economics	26
Structural engineering	25
Waste management	25
Development economics	22
Law and economics	22
Evolutionary biology	21
Financial economics	20
Data science	19
Geometry	19
Aesthetics	17
Geodesy	17
Neoclassical economics	17
Botany	16
Database	16
Visual arts	16
Agroforestry	15
Literature	15
Meteorology	15
Software engineering	15
Advertising	14
Humanities	13
Environmental engineering	12
International trade	12
Nursing	12
Communication	11
Physical geography	11
Telecommunications	11
Theology	11
Gender studies	10
Library science	10
Data mining	9
Fishery	9
Forestry	9
Genetics	9
Internet privacy	9
Organic chemistry	9
Systems engineering	9
Water resource management	9
Acoustics	8
Architectural engineering	8
Agricultural economics	7
Astronomy	7
Climatology	7
Developmental psychology	7
Operations management	7
Socioeconomics	7
Accounting	6
Astrobiology	6
Cognitive science	6
Combinatorics	6
Internal medicine	6
Media studies	6
Aerospace engineering	5
Chromatography	5
Composite material	5
Econometrics	5
Environmental protection	5
Mathematical economics	5
Petroleum engineering	5
Transport engineering	5
Agricultural science	4
Art history	4
Clinical psychology	4
Earth science	4
Engineering management	4
Mathematical physics	4
Reliability engineering	4
Agronomy	3
Applied psychology	3
Astrophysics	3
Cognitive psychology	3
Food science	3
Information retrieval	3
Operations research	3
Ophthalmology	3
Physical chemistry	3
Soil science	3
Virology	3
Biotechnology	2
Classical mechanics	2
Commerce	2
Computer vision	2
Demographic economics	2
Economic policy	2
Engineering physics	2
Environmental health	2
Financial system	2
Geomorphology	2
Geotechnical engineering	2
Gynecology	2
Immunology	2
Medical education	2
Microbiology	2
Multimedia	2
Polymer chemistry	2
Atmospheric sciences	1
Biochemical engineering	1
Cell biology	1
Chemical engineering	1
Condensed matter physics	1
Economic history	1
Endocrinology	1
Ethnology	1
Forensic engineering	1
Human–computer interaction	1
International economics	1
Keynesian economics	1
Labour economics	1
Mathematics education	1
Molecular biology	1
Nanotechnology	1
Natural language processing	1
Nuclear engineering	1
Nuclear physics	1
Parallel computing	1
Psychoanalysis	1
Radiology	1
Remote sensing	1
Theoretical computer science	1
Welfare economics	1

Level 2

Code

x <- lapply(
    flat_snow[["concepts"]],
    function(x) {
        x[["display_name"]][x[["level"]] == 2]
    }
) |>
    unlist() |>
    table() |>
    as.data.frame() |> 
    rename(
        l2_concept = Var1,
        count = Freq
    ) |>
    arrange(desc(count))
    
writexl::write_xlsx(x, file.path(".", "data", "concepts_l2.xlsx"))

knitr::kable(x)

l2_concept	count
Sustainability	690
Corporate governance	391
Politics	375
Transformative learning	321
Climate change	247
Sustainable development	227
Context (archaeology)	214
Gene	209
Agriculture	157
Action (physics)	128
Adaptation (eye)	116
Process (computing)	112
Agency (philosophy)	110
Perspective (graphical)	90
Resilience (materials science)	81
Transformational leadership	81
Government (linguistics)	77
Psychological resilience	76
Alternative medicine	66
Futures contract	64
Scale (ratio)	59
Stakeholder	59
Framing (construction)	54
Scholarship	54
Normative	51
Content (measure theory)	50
Citizen journalism	49
Order (exchange)	49
Reflexivity	46
Power (physics)	45
Vulnerability (computing)	45
Anthropocene	42
Renewable energy	42
Ecosystem	41
Urban planning	41
Work (physics)	41
Vision	38
Conceptual framework	37
Earth system science	37
Leverage (statistics)	37
Sociotechnical system	37
Circular economy	36
Value (mathematics)	34
Mainstream	33
Population	33
Energy (signal processing)	32
Biodiversity	31
Production (economics)	31
Scope (computer science)	31
Variety (cybernetics)	31
Psychological intervention	30
Set (abstract data type)	30
Diversity (politics)	28
Economic Justice	28
Field (mathematics)	28
Narrative	28
State (computer science)	28
Transformation processes	26
China	25
Empirical research	25
Incentive	25
Negotiation	25
Resource (disambiguation)	25
Niche	23
Social change	23
Qualitative research	22
Typology	22
Accountability	21
Ecological systems theory	21
Indigenous	21
Operationalization	21
Business model	20
Disease	20
Empowerment	20
Equity (law)	20
Greenhouse gas	20
Interdependence	20
Status quo	20
Transdisciplinarity	20
Urbanization	20
Discipline	19
Key (lock)	19
Intermediary	18
Natural resource	18
Nexus (standard)	18
Quality (philosophy)	18
Function (biology)	17
Relevance (law)	17
Conceptualization	16
Dynamics (music)	16
Habitat	16
Tourism	16
Consumption (sociology)	15
Meaning (existential)	15
Pace	15
Technological change	15
Cognitive reframing	14
Electricity	14
Land use	14
Space (punctuation)	14
Stakeholder engagement	14
Dimension (graph theory)	13
Face (sociological concept)	13
Futures studies	13
Identity (music)	13
Paradigm shift	13
Adaptive management	12
Metropolitan area	12
Restructuring	12
Social learning	12
Bridging (networking)	11
German	11
Perception	11
Relation (database)	11
Scarcity	11
Situated	11
Systems thinking	11
Transparency (behavior)	11
Argument (complex analysis)	10
Embeddedness	10
General partnership	10
Livestock	10
Resistance (ecology)	10
Social capital	10
Software deployment	10
Term (time)	10
Architecture	9
CLARITY	9
Commons	9
Complex adaptive system	9
Entrepreneurship	9
Focus group	9
Identification (biology)	9
Index (typography)	9
Innovation system	9
Living lab	9
MEDLINE	9
Natural (archaeology)	9
Risk management	9
Supply chain	9
System dynamics	9
Tipping point (physics)	9
Unintended consequences	9
Viewpoints	9
Anticipation (artificial intelligence)	8
Citizen science	8
Control reconfiguration	8
European union	8
Flexibility (engineering)	8
Fossil fuel	8
Multidisciplinary approach	8
Private sector	8
Unpacking	8
Adaptability	7
Ambiguity	7
Credibility	7
Developing country	7
Disaster risk reduction	7
Environmental justice	7
Flood myth	7
Globe	7
Health care	7
Humanity	7
Institutional change	7
Legislature	7
Local government	7
Plural	7
Position (finance)	7
Poverty	7
Special education	7
Structure and agency	7
Underpinning	7
Action research	6
Autonomy	6
Bibliometrics	6
Competition (biology)	6
Construct (python library)	6
Development (topology)	6
Diversification (marketing strategy)	6
Experiential learning	6
Green infrastructure	6
Higher education	6
Human settlement	6
Intermediation	6
Intervention (counseling)	6
Lagging	6
Latin Americans	6
Legislation	6
Lens (geology)	6
Modernization theory	6
Novelty	6
Participatory action research	6
Premise	6
Prosperity	6
Public health	6
Service (business)	6
Social media	6
Sociocultural evolution	6
Spatial planning	6
Structuring	6
Water resources	6
Amazon rainforest	5
Anthropocentrism	5
Biosphere	5
Capacity building	5
Clothing	5
Competitive advantage	5
Coproduction	5
Corporate social responsibility	5
Deforestation (computer science)	5
Destabilisation	5
Distribution (mathematics)	5
Efficient energy use	5
Element (criminal law)	5
Emerging technologies	5
Empirical evidence	5
Environmental policy	5
Exploratory research	5
Financial crisis	5
Fishing	5
Focus (optics)	5
Formative assessment	5
Heuristic	5
Institutionalisation	5
Interpretation (philosophy)	5
Knowledge production	5
Maladaptation	5
Openness to experience	5
Payment	5
Pluralism (philosophy)	5
Policy analysis	5
Popularity	5
Public policy	5
Resource efficiency	5
Sample (material)	5
Sanitation	5
Scenario planning	5
Scrutiny	5
Social system	5
Sociology of scientific knowledge	5
Stock (firearms)	5
Strengths and weaknesses	5
Summit	5
The arts	5
Theory of change	5
Water supply	5
Action plan	4
Biofuel	4
Blueprint	4
Boundary (topology)	4
Capital (architecture)	4
Centrality	4
Citation	4
Composite number	4
Conflict transformation	4
CONTEST	4
Conversation	4
Coping (psychology)	4
Creativity	4
Dependability	4
Desk	4
Earth (classical element)	4
Energy consumption	4
Environmental impact assessment	4
Environmental law	4
Extant taxon	4
Food waste	4
Globalization	4
Greening	4
Hazard	4
Human systems engineering	4
Injustice	4
Institutional theory	4
Intersectionality	4
Leadership style	4
Materialism	4
Mindset	4
Modernity	4
Natural hazard	4
Nature versus nurture	4
Neutrality	4
Parallels	4
Path dependence	4
Performative utterance	4
Phenomenon	4
Praxis	4
Product (mathematics)	4
Realm	4
Reputation	4
Social dynamics	4
Strategic planning	4
Treaty	4
Wicked problem	4
Acknowledgement	3
Agile software development	3
Appeal	3
Appropriation	3
Best practice	3
Big data	3
Business ethics	3
Certification	3
Character (mathematics)	3
Co-creation	3
Coherence (philosophical gambling strategy)	3
Competence (human resources)	3
Conceptual model	3
Control (management)	3
Damages	3
Dependency (UML)	3
Dialectic	3
Disadvantaged	3
Dual (grammatical number)	3
Embodied cognition	3
Emerging markets	3
Environmental stewardship	3
Evolutionary economics	3
Exploit	3
Financial intermediary	3
Flourishing	3
Food packaging	3
Food processing	3
Foregrounding	3
Fragmentation (computing)	3
Frame (networking)	3
GRASP	3
Grazing	3
Heuristics	3
Inclusion (mineral)	3
Indonesian	3
Industrial Revolution	3
Industrialisation	3
Interdisciplinarity	3
Interim	3
Internet of Things	3
Interpersonal communication	3
Interpersonal ties	3
Knowledge base	3
Lean manufacturing	3
Literacy	3
Logit	3
Macro	3
Mediation	3
Outbreak	3
Path (computing)	3
Phase (matter)	3
Plan (archaeology)	3
Planet	3
Portfolio	3
Portuguese	3
Pragmatism	3
Procurement	3
Productivity	3
Profit (economics)	3
Public engagement	3
Public transport	3
Qualitative property	3
Ranking (information retrieval)	3
Rationality	3
Reading (process)	3
Reciprocity (cultural anthropology)	3
Recreation	3
Reductionism	3
Redundancy (engineering)	3
Safeguarding	3
Salience (neuroscience)	3
Salient	3
Scaling	3
Selection (genetic algorithm)	3
Social responsibility	3
Software	3
Stressor	3
Structural equation modeling	3
Subsidy	3
Surface runoff	3
Temporality	3
Test (biology)	3
Theme (computing)	3
Thriving	3
Timeline	3
Tragedy (event)	3
Virtue	3
Watershed	3
Wetland	3
Wildlife	3
Workforce	3
Affect (linguistics)	2
Air quality index	2
Alliance	2
Aotearoa	2
Archetype	2
Baltic sea	2
Branching (polymer chemistry)	2
Bricolage	2
Business ecosystem	2
Capability approach	2
Catalysis	2
Clean energy	2
Cloud computing	2
Coal	2
Coevolution	2
Cognition	2
Cohesion (chemistry)	2
Commodification	2
Common ground	2
Community engagement	2
Comparative advantage	2
Comparative case	2
Compass	2
Component (thermodynamics)	2
Consciousness	2
Conservation biology	2
Consistency (knowledge bases)	2
Consolidation (business)	2
Consumerism	2
Content analysis	2
Convention	2
Coral	2
Coral reef	2
Craft	2
Critical theory	2
Curriculum	2
Cybernetics	2
Dance	2
Decentralization	2
Declaration	2
Delphi method	2
Demand side	2
Demographics	2
Dichotomy	2
Dignity	2
Dilemma	2
Directive	2
Disconnection	2
Divergence (linguistics)	2
Documentation	2
Dystopia	2
Ecological psychology	2
Enabling	2
Enforcement	2
Engineering design process	2
Environmental crisis	2
Environmental education	2
Environmental quality	2
Everyday life	2
Excellence	2
Explanatory power	2
Externality	2
Facilitation	2
Financialization	2
Fish	2
Flemish	2
Frontier	2
Gold mining	2
Green innovation	2
Grid	2
Hierarchy	2
Honor	2
Human capital	2
Human evolution	2
Human geography	2
Hydropower	2
Ideal (ethics)	2
Idealism	2
Ignorance	2
Image (mathematics)	2
Impact assessment	2
Industrial policy	2
Industrial society	2
Inequality	2
Information and Communications Technology	2
Ingenuity	2
Institutional economics	2
Intellectual property	2
Irrigation	2
Knowledge engineering	2
Language change	2
Leapfrogging	2
Liberalization	2
Local community	2
Malaria	2
Management system	2
Marketing management	2
Materiality (auditing)	2
Measure (data warehouse)	2
Metaphor	2
Modal	2
Modalities	2
Multitude	2
Musical	2
Neglect	2
Neighbourhood (mathematics)	2
Neoliberalism (international relations)	2
Newspaper	2
Niche construction	2
Norm (philosophy)	2
Norwegian	2
Objectivity (philosophy)	2
Ocean observations	2
Outcome (game theory)	2
Outreach	2
Participatory planning	2
Peasant	2
Peninsula	2
Performance art	2
Plea	2
Policy Sciences	2
Pollution	2
Port (circuit theory)	2
Practice theory	2
Preparedness	2
Prioritization	2
Privilege (computing)	2
Profitability index	2
Project management	2
Provisioning	2
Psychometrics	2
Psychosocial	2
Public good	2
Public interest	2
Public participation	2
Rangeland	2
Reef	2
Refugee	2
Reinterpretation	2
Reproduction	2
Restoration ecology	2
Revenue	2
Rhetoric	2
Rhetorical question	2
Rigour	2
Science education	2
Science policy	2
Section (typography)	2
Servant	2
Shock (circulatory)	2
Sky	2
Social group	2
Social innovation	2
Social justice	2
Social theory	2
Socioeconomic development	2
Soil water	2
Spatial heterogeneity	2
Strategic management	2
Subject (documents)	2
Subjectivity	2
Surprise	2
Systems theory	2
Tanzania	2
Task (project management)	2
Technology policy	2
Temporalities	2
Terminology	2
The Imaginary	2
The Renaissance	2
Trap (plumbing)	2
TRIPS architecture	2
Utopia	2
Water quality	2
Welfare	2
Wind power	2
Wine	2
Witness	2
Work in process	2
Absorptive capacity	1
Abstraction	1
Acceleration	1
Access to finance	1
Agent-based model	1
Ambivalence	1
Analogy	1
Analytic hierarchy process	1
Anger	1
Antibiotics	1
Applied ethics	1
Archipelago	1
Arctic	1
Argumentation theory	1
Artificial neural network	1
Asia pacific	1
Assemblage (archaeology)	1
Asset (computer security)	1
Attractor	1
Audit	1
Autoethnography	1
Automotive industry	1
Aviation	1
Balanced scorecard	1
Baseline (sea)	1
Basic income	1
Bathing	1
Behavior change	1
Bespoke	1
Biobank	1
Biodegradable plastic	1
Biogas	1
Biologist	1
Biomass (ecology)	1
Bivariate analysis	1
Blame	1
Blank	1
Block (permutation group theory)	1
Blockchain	1
Boundary-work	1
Bounded function	1
Bounded rationality	1
Branching process	1
Bridge (graph theory)	1
Buddhism	1
Business case	1
Business risks	1
Business system planning	1
Butterfly	1
Cape	1
Car sharing	1
Carbon dioxide	1
Cardinal point	1
Causal model	1
Causality (physics)	1
Ceiling (cloud)	1
Champion	1
Chaotic	1
Chart	1
Chemical industry	1
Christian ministry	1
Civilization	1
Classifier (UML)	1
Clean technology	1
Closing (real estate)	1
Coastal management	1
Coastal zone	1
Coding (social sciences)	1
Collaborative learning	1
Collective efficacy	1
Colonialism	1
Commercialism	1
Commodity	1
Community organization	1
Community participation	1
Comparability	1
Complex system	1
Complexity management	1
Compliance (psychology)	1
Compromise	1
Computable general equilibrium	1
Conflation	1
Conflict resolution	1
Consciousness raising	1
Consequentialism	1
Constellation	1
Constitution	1
Construal level theory	1
Consumer behaviour	1
Contradiction	1
Conurbation	1
Copernicus	1
Core (optical fiber)	1
Cosmetics	1
Creative destruction	1
Crisis management	1
Crisis response	1
Critical infrastructure	1
Critical reflection	1
Criticism	1
Crop protection	1
Cross disciplinary	1
Cultural psychology	1
Cultural values	1
Curiosity	1
Current (fluid)	1
Data collection	1
Data envelopment analysis	1
Data-driven	1
Debt	1
Decision tree	1
Deconstruction (building)	1
Deep learning	1
Deep time	1
Deliverable	1
Demand management	1
Denial	1
Deontological ethics	1
Descriptive statistics	1
Desegregation	1
Design thinking	1
Dialog box	1
Dialogical self	1
Diffusion	1
Digital content	1
Digital transformation	1
Disaster research	1
Discrete choice	1
Disruptive innovation	1
Distance decay	1
Divestment	1
Division of labour	1
Domain (mathematical analysis)	1
Domestic market	1
Domestication	1
Download	1
Downstream (manufacturing)	1
DPSIR	1
Drone	1
Dual purpose	1
Duration (music)	1
Dynamic capabilities	1
Dynamism	1
E-commerce	1
Ecological crisis	1
Ecological efficiency	1
Ecological engineering	1
Economic recovery	1
Economic rent	1
Educational technology	1
Electronic waste	1
Emergency management	1
Emic and etic	1
Energy conservation	1
Energy demand	1
Energy sector	1
Environmental degradation	1
Environmental pollution	1
Environmental restoration	1
Environmental security	1
Environmental sociology	1
Environmentally friendly	1
Enzyme	1
Episteme	1
Estonian	1
Ethics of care	1
Ethnic group	1
Ethos	1
European region	1
Event (particle physics)	1
Evolutionary psychology	1
Evolutionary theory	1
Experiential knowledge	1
Explanatory model	1
Explication	1
Exposition (narrative)	1
Expression (computer science)	1
Expropriation	1
Extended producer responsibility	1
Extension (predicate logic)	1
Extinction (optical mineralogy)	1
Facilitator	1
Factor market	1
Factory (object-oriented programming)	1
Fantasy	1
Feeling	1
Fidelity	1
Financial market	1
Floodplain	1
Flowchart	1
Food chain	1
Food safety	1
Foreign direct investment	1
Forest management	1
Foundation (evidence)	1
Fragility	1
Frugality	1
Fuel cells	1
Fuzzy logic	1
Game design	1
Game mechanics	1
General assembly	1
Generative grammar	1
Genetic testing	1
Geospatial analysis	1
Germination	1
Glacier	1
Glass ceiling	1
Global network	1
Glyphosate	1
Goods and services	1
Graph	1
Grassland	1
Great Rift	1
Green marketing	1
Gross domestic product	1
Groundwater	1
Harm	1
Harmony (color)	1
Heading (navigation)	1
Heat stress	1
Hermeneutics	1
Holistic management	1
Homo sapiens	1
Homophily	1
Horizontal and vertical	1
Horse	1
Human development (humanity)	1
Human resources	1
Human rights	1
Human security	1
Human sexuality	1
Human values	1
Hygiene	1
Hyperparameter	1
Ideal type	1
Immediacy	1
Impact factor	1
Implementation	1
Impossibility	1
Impulse (physics)	1
Indigenization	1
Individual mobility	1
Individualism	1
Industrial and production engineering	1
Inertia	1
Inference	1
Inflection point	1
Informal sector	1
Informal settlements	1
Information ethics	1
Information exchange	1
Information flow	1
Information technology	1
Innovation diffusion	1
Innovation management	1
Institution	1
Institutional logic	1
Integrated pest management	1
Interconnectivity	1
Intercropping	1
International Action	1
International development	1
Intersection (aeronautics)	1
Isolation (microbiology)	1
Jargon	1
Journalism	1
Judgement	1
Kingdom	1
Knowledge transfer	1
Knowledge-based systems	1
Kuznets curve	1
Lead (geology)	1
Leadership development	1
Legal research	1
Life course approach	1
Life satisfaction	1
Lift (data mining)	1
Limit (mathematics)	1
Linear discriminant analysis	1
Linearity	1
Link (geometry)	1
Listing (finance)	1
Lithium (medication)	1
Living systems	1
Local Development	1
Lock (firearm)	1
Looming	1
Loss and damage	1
Mandate	1
Mangrove	1
Marine conservation	1
Marine spatial planning	1
Matching (statistics)	1
Material flow	1
Material flow analysis	1
Maturity (psychological)	1
Maya	1
Medical equipment	1
Mega-	1
Megacity	1
Membrane	1
Mental health	1
Mental model	1
Merge (version control)	1
Mesoamerica	1
Mesopotamia	1
Methodological individualism	1
Metric (unit)	1
Miami	1
Microfoundations	1
Miller	1
Mindfulness	1
Mode (computer interface)	1
Modular design	1
Monitoring and evaluation	1
Moral responsibility	1
Movement (music)	1
Multinomial logistic regression	1
National innovation system	1
Natural disaster	1
Natural gas	1
Net (polyhedron)	1
Network effect	1
Niche market	1
Normal science	1
Normalization (sociology)	1
Normative ethics	1
North west	1
Nothing	1
Nuclear power	1
Nuclear power plant	1
Nursing research	1
Object (grammar)	1
Occupancy	1
Officer	1
Open innovation	1
Opportunism	1
Optimism	1
Organisational change	1
Orthodoxy	1
Oxymoron	1
Path analysis (statistics)	1
Path dependency	1
Performativity	1
Period (music)	1
Persistence (discontinuity)	1
Personal mobility	1
Personality	1
Photovoltaic system	1
Planned economy	1
Plastic bag	1
Pluvial	1
Point (geometry)	1
Policy development	1
Polluter pays principle	1
Pooling	1
Positivism	1
Posthumanism	1
Postmodernism	1
Precipitation	1
Predation	1
Predictability	1
Predictive maintenance	1
Preference	1
Presentation (obstetrics)	1
Presumption	1
Principal (computer security)	1
Prism	1
Professionalization	1
Project finance	1
Pronoun	1
Property (philosophy)	1
Property rights	1
Proxy (statistics)	1
Prudence	1
Public service	1
Publishing	1
Punctuated equilibrium	1
Questionnaire	1
Rainwater harvesting	1
Rapeseed	1
Raw material	1
Realism	1
Redevelopment	1
Redress	1
Reference model	1
Reforestation	1
Regional development	1
Regional innovation system	1
Relocation	1
Resource allocation	1
Resource depletion	1
Resource management (computing)	1
Responsible Research and Innovation	1
Reuse	1
Rhythm	1
Risk assessment	1
Root cause	1
Rope	1
Rural area	1
Sanctions	1
Scalability	1
Scheme (mathematics)	1
Scientific evidence	1
Seawater	1
Secondary sector of the economy	1
Sect	1
Security studies	1
Sense of agency	1
Sense of place	1
Sequence (biology)	1
Setback	1
Sharing economy	1
Simple (philosophy)	1
Sketch	1
Skills management	1
Smart grid	1
Social business	1
Social connectedness	1
Social equality	1
Social impact assessment	1
Social institution	1
Social marketing	1
Social mobility	1
Social policy	1
Social relation	1
Social security	1
Social solidarity	1
Social work	1
Sociality	1
Solar energy	1
sort	1
Spacecraft	1
SPARK (programming language)	1
Spatial ecology	1
Spatial organization	1
Spatial variability	1
Special section	1
SPHERES	1
Stability (learning theory)	1
Stars	1
Statistical analysis	1
Structuration theory	1
Subjectification	1
Submarine pipeline	1
Substitution (logic)	1
Sump (aquarium)	1
Superordinate goals	1
Support vector machine	1
Survey data collection	1
Sustenance	1
Swarm behaviour	1
Table (database)	1
Tariff	1
Teaching method	1
Technological evolution	1
Technology transfer	1
Textile	1
Textile industry	1
The arctic	1
The Internet	1
Thematic map	1
Theory of the firm	1
Thermal	1
Toolbox	1
Top-down and bottom-up design	1
TOPSIS	1
Traceability	1
Tracing	1
Track (disk drive)	1
Tracking (education)	1
Trajectory	1
Transaction cost	1
Transactional leadership	1
Transitive relation	1
Transport system	1
Travel behavior	1
Trilogy	1
Trojan horse	1
Truck	1
Turbine	1
Turnover	1
Umwelt	1
Uncanny	1
Uncertainty	1
Unit (ring theory)	1
Unitary state	1
Upgrade	1
Urban agglomeration	1
Urban forestry	1
Usability	1
Utilitarianism	1
Valuation (finance)	1
Value creation	1
Value proposition	1
Variable (mathematics)	1
Variables	1
Variation (astronomy)	1
Vegetation (pathology)	1
Video game	1
Visualization	1
Voltage	1
Warning system	1
Warrant	1
Wastewater	1
Water diversion	1
Water energy	1
Water use	1
Watson	1
West germany	1
West virginia	1
Wilderness	1
Wildness	1
Window (computing)	1
Wonder	1
Zero (linguistics)	1
Zoning	1

Level 3

Code

x <- lapply(
    flat_snow[["concepts"]],
    function(x) {
        x[["display_name"]][x[["level"]] == 3]
    }
) |>
    unlist() |>
    table() |>
    as.data.frame() |> 
    rename(
        l3_concept = Var1,
        count = Freq
    ) |>
    arrange(desc(count))
    
writexl::write_xlsx(x, file.path(".", "data", "concepts_l3.xlsx"))

knitr::kable(x)

l3_concept	count
Transition (genetics)	127
Food security	82
Transformation (genetics)	74
Social sustainability	69
Panacea (medicine)	65
Transition management (governance)	61
Sustainability organizations	60
Environmental governance	34
Adaptive capacity	30
Legitimacy	27
Livelihood	27
Democracy	26
Grassroots	26
Sustainable agriculture	26
Civil society	25
Collective action	25
Ecosystem services	25
Climate change adaptation	24
Climate governance	23
Infectious disease (medical specialty)	20
Urban sustainability	17
Environmental change	16
Urban resilience	16
Agroecology	14
Energy policy	12
Multi-level governance	12
Social transformation	12
Stewardship (theology)	12
Deliberation	11
Promotion (chess)	11
Technocracy	11
Thematic analysis	11
Climate change mitigation	10
Political ecology	10
Solidarity	10
Collaborative governance	9
Energy system	9
Global governance	9
Planetary boundaries	9
Capitalism	8
Climate justice	8
Global warming	8
Investment (military)	8
Originality	8
Sustainable consumption	8
Climate Finance	7
Climate resilience	7
Geopolitics	7
Hegemony	7
Mainstreaming	7
Sustainable business	7
Agrarian society	6
Backcasting	6
Constructive	6
Degrowth	6
Dominance (genetics)	6
Extreme weather	6
Ideology	6
Natural resource management	6
Political economy of climate change	6
Scopus	6
Through-the-lens metering	6
Traditional knowledge	6
Agricultural productivity	5
Corporate sustainability	5
Ecological niche	5
Green growth	5
Landscape ecology	5
Social movement	5
Socioeconomic status	5
Urban density	5
Boundary object	4
Carbon fibers	4
Ecological resilience	4
Electronic business	4
Elite	4
Emancipation	4
Energy security	4
Global change	4
Health policy	4
Incrementalism	4
Legitimation	4
Opposition (politics)	4
Pastoralism	4
Product-service system	4
Project governance	4
Risk governance	4
Servant leadership	4
Social network analysis	4
Socio-ecological system	4
Sustainable transport	4
Value chain	4
Vulnerability assessment	4
2019-20 coronavirus outbreak	3
Agricultural diversification	3
Articulation (sociology)	3
Biodiversity conservation	3
Bureaucracy	3
Causal loop diagram	3
Change management (ITSM)	3
Citation analysis	3
Climate policy	3
Collective identity	3
Collective leadership	3
Community resilience	3
Convention on Biological Diversity	3
Diplomacy	3
Downscaling	3
Ecological footprint	3
Ecosystem management	3
Ecosystem-based management	3
Education for sustainable development	3
Electricity generation	3
Environmental politics	3
Integrated water resources management	3
Kyoto Protocol	3
Land use, land-use change and forestry	3
Learning sciences	3
Network governance	3
Regime shift	3
Settlement (finance)	3
Smart city	3
Social network (sociolinguistics)	3
Sovereignty	3
Stormwater	3
Strategic environmental assessment	3
Sustainable energy	3
Systematic review	3
Technological innovation system	3
Transferability	3
Urban climate	3
Urban ecosystem	3
Urbanism	3
Water scarcity	3
Web of science	3
Agricultural biodiversity	2
Beijing	2
Biorefinery	2
Business process	2
Carbon footprint	2
Citizenship	2
Climate risk	2
Climate science	2
Conservation psychology	2
Conservation science	2
Contextualization	2
CRISPR	2
Destinations	2
Devolution (biology)	2
Ecological economics	2
Ecological health	2
Ecological modernization	2
Energy law	2
Environmentalism	2
Fisheries management	2
Global value chain	2
Governmentality	2
Green economy	2
Health promotion	2
Knowledge integration	2
Las vegas	2
Leadership	2
Leadership studies	2
Low-carbon economy	2
Marine ecosystem	2
Marine protected area	2
Orchestration	2
Phenotype	2
Phoenix	2
Polity	2
Population growth	2
Qualitative analysis	2
Rebound effect (conservation)	2
Regulatory state	2
Representation (politics)	2
Service provider	2
Shared leadership	2
Social identity theory	2
Social vulnerability	2
Software development	2
Stakeholder analysis	2
Stakeholder theory	2
Sustainability reporting	2
Sustainable Agriculture Innovation Network	2
Sustainable management	2
Sustainable tourism	2
Sustainable Value	2
Systemic risk	2
Threatened species	2
Transnational governance	2
Urban design	2
Urban ecology	2
Value network	2
Virtue ethics	2
Welfare state	2
Wildlife conservation	2
Agonism	1
Agribusiness	1
Agricultural policy	1
Agroecosystem	1
Air travel	1
Antibiotic resistance	1
Aquaculture	1
Aquifer	1
Artisanal fishing	1
Austerity	1
Behaviour change	1
Betweenness centrality	1
Bibliographic coupling	1
Big Five personality traits	1
Biodiesel	1
Bioenergy	1
Biological integrity	1
Biome	1
Bioproducts	1
Business analysis	1
Business value	1
Carbon dioxide in Earth’s atmosphere	1
Carbon neutrality	1
Carbon sequestration	1
Carnivore	1
Chimera (genetics)	1
Choreography	1
Climate model	1
Cloud computing security	1
Co-citation	1
Code (set theory)	1
Community forestry	1
Compartmentalization (fire protection)	1
Conditionality	1
Confirmatory factor analysis	1
Conservatism	1
Construals	1
Cooperative learning	1
Coral bleaching	1
Coral reef protection	1
Critical realism (philosophy of perception)	1
Cultural geography	1
Data quality	1
Decolonization	1
Desalination	1
Dingo	1
Distributive justice	1
Dormancy	1
Duopoly	1
Earth Summit	1
Eco-innovation	1
Economic collapse	1
Economic governance	1
Economic interventionism	1
Economic reform	1
Economic shortage	1
Ecosystem approach	1
Egalitarianism	1
Electrification	1
Energy engineering	1
Energy intensity	1
Energy management	1
Energy market	1
Energy planning	1
Energy storage	1
Energy supply	1
Environmental consciousness	1
Environmental issues with coral reefs	1
Environmental management system	1
Environmental Sustainability Index	1
Epistemic virtue	1
Epoch (astronomy)	1
Erasmus+	1
Exploitation of natural resources	1
Exploratory factor analysis	1
Extreme heat	1
Fashion industry	1
Fast fashion	1
Fisheries Research	1
Fishing industry	1
Flood mitigation	1
Flood risk management	1
Focal point	1
Food sector	1
Fukushima Nuclear Accident	1
Game Developer	1
Global health	1
Health administration	1
Health equity	1
Health informatics	1
Health security	1
Healthcare system	1
Historical geography	1
Hospitality	1
Human genetics	1
Human–wildlife conflict	1
Hydrogen fuel	1
Impact investing	1
Industrial ecology	1
Institutional investor	1
Integrated coastal zone management	1
Intergenerational equity	1
Internal consistency	1
International investment	1
Intrapersonal communication	1
Ionic liquid	1
Knowledge creation	1
Land cover	1
Land grabbing	1
Land management	1
Land-use planning	1
Legal realism	1
Life-cycle assessment	1
Linkage (software)	1
Mains electricity	1
Marketization	1
Medical genetics	1
Meta-ethics	1
Militarization	1
Millennium Development Goals	1
Modal shift	1
Negative feedback	1
New england	1
New horizons	1
Nomological network	1
Non-renewable resource	1
Normative social influence	1
Nuclear disaster	1
Ocean chemistry	1
Offshore wind power	1
Oppression	1
Organic farming	1
Overfishing	1
Overgrazing	1
Pacific islanders	1
Parliament	1
Participatory design	1
Per capita	1
Photovoltaics	1
Plasmodium falciparum	1
Poaching	1
Populism	1
Project commissioning	1
Project management triangle	1
Project portfolio management	1
Prosumer	1
Quality assurance	1
Random graph	1
Rangeland management	1
Redistribution (election)	1
Relationship marketing	1
Renewable fuels	1
Requirements engineering	1
Resilience of coral reefs	1
Resource curse	1
Resource recovery	1
Return on marketing investment	1
Ribosomal RNA	1
Right to the city	1
Riparian zone	1
Risk perception	1
RNA	1
Robustness (evolution)	1
Ruderal species	1
Rule of law	1
Rurality	1
Sampling frame	1
Science Citation Index	1
Seagrass	1
Social activism	1
Social conflict	1
Social determinants of health	1
Social injustice	1
Social practice	1
Social reproduction	1
Soil carbon	1
Stock assessment	1
Stock market	1
Storytelling	1
Strategic financial management	1
Subsistence agriculture	1
Supply chain management	1
Sustainable design	1
Sustainable production	1
Sustainable society	1
Technical Journalism	1
The Conceptual Framework	1
Total factor productivity	1
Tragedy of the commons	1
Transcription factor	1
Urban agriculture	1
Urban greening	1
Urban politics	1
Vagueness	1
Video game design	1
Vitalism	1
Vulnerability index	1
Wage labour	1
Water infrastructure	1
Water sector	1
Water security	1
Welfare reform	1
Zero-energy building	1

Level 4

Code

x <- lapply(
    flat_snow[["concepts"]],
    function(x) {
        x[["display_name"]][x[["level"]] == 4]
    }
) |>
    unlist() |>
    table() |>
    as.data.frame() |> 
    rename(
        l4_concept = Var1,
        count = Freq
    ) |>
    arrange(desc(count))
    
writexl::write_xlsx(x, file.path(".", "data", "concepts_l4.xlsx"))
    
knitr::kable(x)

l4_concept	count
Sustainability science	75
Energy transition	64
Food systems	64
Coronavirus disease 2019 (COVID-19)	20
Democratization	8
Food policy	6
Authoritarianism	5
Business relationship management	4
Ecosystem health	3
United Nations Framework Convention on Climate Change	3
Urban metabolism	3
Complementation	2
Electricity system	2
Fisheries law	2
Neuroleadership	2
Scrum	2
Stormwater management	2
Action learning	1
Artemisinin	1
Aviation biofuel	1
Biorefining	1
Blue carbon	1
Business process modeling	1
Business-to-government	1
Cas9	1
Competence-based management	1
Coral reef organizations	1
Critical geography	1
Data governance	1
Deliberative democracy	1
Development geography	1
Ecological forecasting	1
Environmental design and planning	1
Exponential random graph models	1
Fisheries science	1
Food insecurity	1
Genome editing	1
Green chemistry	1
Groundwater recharge	1
Hydrogen vehicle	1
Influencer marketing	1
Jatropha	1
Legal pluralism	1
Malmquist index	1
Market capitalization	1
Measurement of biodiversity	1
Millennium Ecosystem Assessment	1
Natural capital	1
Network security policy	1
Non-coding RNA	1
Nucleic acid structure	1
Placemaking	1
Project charter	1
Psychometric testing	1
Regime change	1
Representative Concentration Pathways	1
Repressor	1
Requirement	1
Ribonucleoprotein	1
Ribosome	1
Scientific consensus	1
Seed dormancy	1
Separate spheres	1
Social movement theory	1
Solidarity economy	1
Sustainable land management	1
Transfer RNA	1

Level 5

Code

x <- lapply(
    flat_snow[["concepts"]],
    function(x) {
        x[["display_name"]][x[["level"]] == 5]
    }
) |>
    unlist() |>
    table() |>
    as.data.frame() |> 
    rename(
        l5_concept = Var1,
        count = Freq
    ) |>
    arrange(desc(count))
    
writexl::write_xlsx(x, file.path(".", "data", "concepts_l5.xlsx"))

knitr::kable(x)

l5_concept	count
Pandemic	14
Business transformation	4
Complement (music)	2
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)	2
Artifact-centric business process model	1
Critical security studies	1
Guide RNA	1
Operator (biology)	1
Project stakeholder	1
Pseudouridine	1
Public Sector Marketing	1
Requirements traceability	1
Ribosome biogenesis	1
Small nucleolar RNA	1
Stratification (seeds)	1
Time geography	1
Total human ecosystem	1